Visual Reconstruction on NSD (Natural Scenes Dataset) (All Trials) benchmark leaderboard · SOTA2 Research

Visual Reconstruction on NSD (Natural Scenes Dataset) (All Trials)

0.968Inception Feature SimilarityOur Method

Evaluation Results

Method	Links
Our Method2024.04		0.968	0.265	0.357	93.1	97.1	97.5	0.633	0.321
DREAM2024.04		0.948	0.288	0.338	95	97.5	95.2	0.638	0.413
Our Method w/o LLM2024.04		0.942	0.263	0.369	92	97.1	96.1	0.68	0.328
MindEye2024.04		0.938	0.309	0.323	94.7	97.8	94.1	0.645	0.367
Our Method w/o VAE feature2024.04		0.936	0.093	0.263	84.5	90.6	95.7	0.684	0.398
UMBRAE2024.04		0.934	0.283	0.328	93.9	96.7	94.1	0.7	0.393
MindBridge2024.04		0.924	0.151	0.263	87.7	95.5	94.7	0.712	0.418
Our Method w/o C_Subj2024.04		0.921	0.241	0.356	88.1	95.7	95.1	0.631	0.347
Our Method w/o C_Subj & ViT3D2024.04		0.893	0.164	0.273	86.7	91.4	91.8	0.731	0.417
Brain-Diffuser2024.04		0.872	0.254	0.356	94.2	96.2	91.5	0.775	0.423
Mind-Reader2024.04		0.782	—	—	—	—	—	—	—
Takagi et al2024.04		0.76	—	—	83	83	77	—	—
Gu et al2024.04		—	0.15	0.325	—	—	—	0.862	0.465